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Percival D.B., Walden A.T. — Wavelet methods for time series analysis
Percival D.B., Walden A.T. — Wavelet methods for time series analysis



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Название: Wavelet methods for time series analysis

Авторы: Percival D.B., Walden A.T.

Аннотация:

The analysis of time series data is essential to many areas of science, engineering, finance and economics. This introduction to wavelet analysis "from the ground level and up," and to wavelet-based statistical analysis of time series focuses on practical discrete time techniques, with detailed descriptions of the theory and algorithms needed to understand and implement the discrete wavelet transforms. Numerous examples illustrate the techniques on actual time series. The many embedded exercises-with complete solutions provided in the Appendix — allow readers to use the book for self-guided study. Additional exercises can be used in a classroom setting. A Web site offers access to the time series and wavelets used in the book, as well as information on accessing software in S-Plus and other languages. Students and researchers wishing to use wavelet methods to analyze time series will find this book essential.


Язык: en

Рубрика: Математика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2000

Количество страниц: 611

Добавлена в каталог: 24.11.2013

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Fractionally differenced (FD) process, log multitaper WLSE      379
Fractionally differenced (FD) process, log periodogram LSE      379
Fractionally differenced (FD) process, long memory property      284
Fractionally differenced (FD) process, LSE      374 390
Fractionally differenced (FD) process, MLE      361—362
Fractionally differenced (FD) process, MLE, versus WLSE      378
Fractionally differenced (FD) process, octave band average      343 353
Fractionally differenced (FD) process, OLSE      378
Fractionally differenced (FD) process, OLSE, versus WLSE      378
Fractionally differenced (FD) process, parameter and properties      285—286
Fractionally differenced (FD) process, parameter estimation via DWT coefficients      341
Fractionally differenced (FD) process, partial DWT      342
Fractionally differenced (FD) process, reduced log likelihood      363 389
Fractionally differenced (FD) process, sample ACS      341 350
Fractionally differenced (FD) process, SDF      282 284 343—344 348—349
Fractionally differenced (FD) process, simulation      283 341
Fractionally differenced (FD) process, simulation, covariance matrix      356
Fractionally differenced (FD) process, simulation, example      358
Fractionally differenced (FD) process, simulation, via inverse DWT      341 355 389
Fractionally differenced (FD) process, true versus simulated ACVS      357
Fractionally differenced (FD) process, WLSE      374 376 391
Fractionally differenced (FD) process, WLSE and exact MLEs      377—379
Fraedrich, K.      557
Frazier, M.W.      562
frequency      22
Frequency band ANOVA      208 214 233 250—251
Frequency response function (transfer function)      25 33—34 267
Frequency reversal property      211 348
Frequency, negative      22
Frequency, physical      221
Frequency, positive      22
Frequency-based ANOVA      267
Frequentist view      264
Frick, P.      552
Friehe, C.A.      557
Fukao, S.      561
Full-band series      84—85 211
Fuller, W.A.      16 255 299 343 441 555
Function estimation      393
Function of RVs, mean of      256 258
Function, autocorrelation      38
Function, dilation of      457—458 474 494
Function, finite energy      457 459
Function, finite energy, detail of      479—480 497
Function, finite energy, MRA of      478—479 481—482 496
Function, finite energy, wavelet coefficients for      479—480 497
Function, Fourier transform of      37
Function, inverse dilation of      459
Function, regularity of      457 486
Function, scaling      see "Scaling function"
Function, square integrability condition (real-valued)      458 494
Function, support of      465
Function, translation of      457—458 474 494
Functions, convolution      38
Functions, cross-correlation      38
Functions, inner product of real-valued      460
Gain function      25
Gamage, N.K.K.      295 555
Gamma function      257
Gao, H.-Y.      79 106—107 135 141 149—150 159 241 253 272 400 432 435 437 439 456 553—555
Gao, W.      6 295 555
Garrote (nonnegative)      456
Gaussian (normal) mixture model      361 410 413 415 417 451
Gaussian (normal) PDF      3 256—357 456
Gaussian (normal) PDF, first derivative      3
Gaussian (normal) PDF, percentage points for standard      257
Gaussian (normal) PDF, second derivative      3
Gaussian (normal) RVs, cumulative distribution function for      257
Gaussian (normal) RVs, IID      291—292
Gaussian (normal) RVs, independent      259
Gaussian (normal) RVs, mean for      257
Gaussian (normal) RVs, PDF for jointly      259
Gaussian (normal) RVs, standard      257
Gaussian (normal) RVs, sum of two independent      451
Gaussian (normal) RVs, uncorrelated      259
Gaussian (normal) RVs, variance for      257
Gaussian (normal) stationary processes, simulation with known ACVS      290—291
Gaussian (normal) stationary processes, simulation with known SDF      291 436
Gaussian noise      440
Gaussian spectral synthesis method (GSSM)      291 357
Gelman, A.      266 555
Generalized Cauchy (t) PDF      258
Generalized Cauchy (t) PDF, mean for      258
Generalized Cauchy (t) PDF, variance for      258
Generalized gaussian distribution      257 417
Geophysical signal analysis      4
Geweke, J.      379 555
Global thresholding      399
Gneiting, Ò.      290 556
Godfrey.R.      411—412 415 556
Gollmer, S.M.      6 556
Gonialves, P.      552
Gonzalez-Esparza, J.A.      219—220 556
Gosling, J.T.      564
Goupillaud, P.      4 556
Granger, C.W.J.      277 281 285 556
Graybill, F.A.      532 556 559
Green, P.J.      402 556
Greenhall, C.A.      141 159 205 310 314 321 378 556
Grey-scaled CWT      8 11
Grossmann, A.      11 556
GSSM      see "Gaussian spectral synthesis method"
Gu, Y.      558
Guo, H.      558
Guttorp, P.      159 297 310 321 554 560 563
Haar approximation space, scale one half      461
Haar approximation space, scale two      461
Haar approximation space, scale unity      460—461
Haar CWT      10 13
Haar detail space, scale one half      475
Haar detail space, scale one quarter      475
Haar detail space, scale unity      475
Haar DWT      62 63 156 441
Haar DWT, matrix      57—58 157
Haar DWT, partial      13—14 55
Haar MODWT      17—18
Haar scaling filter and support of Haar scaling function      465
Haar scaling filter of second level      40
Haar scaling filter, autocorrelation width of jth level      103
Haar scaling filter, coefficients      75 463 489
Haar scaling filter, squared gain function      73 76
Haar scaling filter, squared gain function, of second level      91
Haar scaling function      460—463 479
Haar scaling function, direct sum illustrated      472—473
Haar scaling function, support via Haar scaling filter      465
Haar wavelet filter      60 155—156 192
Haar wavelet filter of second level      40
Haar wavelet filter, coefficients      75 480
Haar wavelet filter, phase function      158
Haar wavelet filter, phase function, of jth level      158
Haar wavelet filter, squared gain function      73
Haar wavelet filter, squared gain function, of second level      91
Haar wavelet function      475 479
Haar wavelet function, alternative formulation      2 3 9
Haar wavelet function, alternative formulation, autocorrelation width      12
Haar wavelet function, alternative formulation, repealed      10
Haar wavelet function, alternative formulation, shifted      9 10
Haar wavelet function, half-band filter      76 152
Haar wavelet function, half-band series      84—85 211
Haar wavelet function, hard thresholding      399 412 430 444 453
Haar wavelet function, hard thresholding and consistency      456
Haar wavelet function, hard thresholding, D(4) and LA(8) partial DWTs      418 420
Haar wavelet function, hard thresholding, LA(8) MODWT      430
Haar wavelet function, hard thresholding, LA(8) partial DWT      419—420
Haar, A.      57 556
Habbal, S.R.      564
Haerdle, W.      107 556
Hamming, R.W.      20 179 556
Hannan, E.J.      255 556
Harshvardhan      556
Harte, D.S.      290 555
Hatanaka, M.      277 556
Healey, D.J.      553
Henson, V.E.      20 553
Herley, C.      457 562
Hermitian transpose      45 47 53 441
Hertz (Hz)      48
Hess-Nielsen, N.      118 231 556
Hidden Markov model (chain or tree)      450—451 455
Hidden state variable      450
High-pass example      26 39
High-pass filter      27
High-pass filter, Daubechies wavelet filter      73—74
High-pass filter, example of impulse response      26 39
High-pass filter, example of use      27
High-pass filter, transfer function      27 39
Higuchi, H.      340 559
Hill, F.      558
Hinkley, D.V.      434 555
Hipel, K.W.      361 559
HMM      see "Hidden Markov model"
Hoelder exponents      487
Hoelder regularity      487
Hoelder regularity, D(L) scaling and wavelet functions      487
Hoelder spaces      487
Holden, A.V.      340 556
Homogeneous wavelet expansion      482
Horbury, T.S.      219 552
Hosking simulation method      291
Hosking, J.R.M.      281 285 291 367 556
Howe, D.A.      556
Hsu, D.A.      380 556
Hudgins, L.H.      295 303 557
Hurst coefficient (parameter)      279 286 299
Hurst, H.E.      191 557
Hurvich, C.M.      379 424 557
Hwang, W.-L.      554
Hyperparameter      264—265 413—414 426—427
Hz (Hertz)      48
Ideal risk      420
Identity matrix      42
IID      see "Independent and identically distributed"
Imaginary component of complex variable      20—21
Imaginary number      20
Impulse response sequence      25
Inclan, C.      380—381 557
Inconsistency of periodogram      270 298
Independence and uncorrelated Gaussian (normal) RVs      259 407
Independent and identically distributed (IID) RVs      262 288 393 398 452
Independent and identically distributed (IID) RVs, Gaussian (normal)      291—292 417 453
Independent and identically distributed (IID) RVs, Gaussian (normal), and chi-square RV      293
Independent and identically distributed (IID) RVs, Gaussian (normal), noise DWT coefficients      418
Independent and identically distributed (IID) RVs, Gaussian (normal), wavelet coefficients      417
Independent rvs      258 260
Independent signal and noise      452
Independent signal DWT coefficients      451
Indicator function      404
Infinite sequence, autocorrelation      25 36
Infinite sequence, convolution      24 36
Infinite sequence, cross-correlation      24 36
Infinite sequence, discrete Fourier transform of      21 35 39
Inhomogeneous wavelet expansion      482
Inner product, complex      45
Inner product, preservation via orthonormal transform      54
Inner product, real      4*2
Inner product, real functions      460
Instantaneous frequency      158 322
Instantaneous long memory parameter estimation, LSE      379 391
Instantaneous long memory parameter estimation, LSE, variance      392
Instantaneous long memory parameter estimation, MLE      374 391
Integer part      214
Integers (set of Z)      458
Inter-quartile range      442
Interplanetary shock waves, corotating      219
Interplanetary shock waves, transient      219
Interpolation operator      103
Intersection of events      435
Inverse, DFT, finite sequence      29 36 78 291
Inverse, DFT, infinite sequence      22 35 70 267
Inverse, DWT      422
Inverse, DWT, use in simulation of FD process      341
Inverse, Fourier transform of function      37
Inverse, MODWT      175 429
Inverse, MODWT, transform matrix as Moore — Penrose generalized      167 204
Inverse, ODFT      49
Inverse, partial DWT      419 422 425 433—434 445 454
Isometric transform      43 46—47 53
Jacobian      258 261
Jansen, M.      424 557
Jawerth, B.      461 464 557
Jenkins, G.M.      269 317 553 557
Jensen, M.J.      366 374—375 378—379 385 557
Jiang, J.      6 557
Johnson, D.M.      218 558
Johnson, G.E.      290 557
Johnson, N.L.      258 557
Johnstone, I.M.      400—401 406 418 420 444 450 456 555 557
Joint PDF      258 265 409
Joyeux, R.      281 285 556
Kaplan, L.M.      366—367 557
Kashyap, R.L.      364 557
Kay, S.M.      269 292 361 557
Kelly, B.G.      559
Kendall, D.G.      270 275—376 376 553
Kerkyacharian, G.      556
Kim, M.      354 562
Kleiner, B.      554
Kolaczyk, E.D.      554
Komm, R.W.      450 558
Koopmans, L.H.      119 255 269 558
Kotz, S.      557
Krim, H.      560
Kronecker delta function      43
Kumar, P.      4—6 12 295 555 560
Kuo, C.-C.J.      366—367 557
Kuo, C.T.      273 558
Kurth, W.S.      564
LA(10) scaling filter, reversal from Daubechies      117
LA(12) scaling filter coefficients      109 112
LA(14) scaling filter, reversal from Daubechies      117
LA(16) scaling filter coefficients      109 112
LA(8) partial DWT basis vectors      162
LA(8) scaling filter 4th level, shift factor      179
LA(8) scaling filter 4th level, squared gain function      97 99
LA(8) scaling filter of jth level      97—98
LA(8) scaling filter of jth level, squared gain function      157
LA(8) scaling filter, coefficients      109 112 494
LA(8) wavelet filter of jth level      97—98
LA(8) wavelet filter of jth level, shift factor      179
LA(8) wavelet filter of jth level, squared gain function      97 99 157
LA(8) wavelet packet filter for node (4,n), advance required      253
LA(8) wavelet packet filter for node (4,n), shift factor      221
LA(L) scaling filter      107 112 117 155
LA(L) scaling filter of jth level, advance required      156
LA(L) scaling filter of jth level, shift factor      114 158 198 205
LA(L) scaling filter, advance required      113 156
LA(L) scaling filter, approximately linear phase      112 117
LA(L) scaling filter, phase function      112
LA(L) scaling filter, plotted      98 112—113 119
LA(L) scaling filter, shift factor      229
LA(L) scaling function, Hoelder regularity      494
LA(L) wavelet filter      97—98
LA(L) wavelet filter of jth level, advance required      146 155
LA(L) wavelet filter of jth level, phase after advance      114—115 120
LA(L) wavelet filter of jth level, phase function      112
LA(L) wavelet filter of jth level, plotted      98 112—113
LA(L) wavelet filter of jth level, shift factor      114 198 205
LA(L) wavelet filter of jth level, time shift function      119 121
LA(L) wavelet filter, advance required      113
LA(L) wavelet filter, approximately linear phase      112 188
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